hopeful - Story 64972 | Emotion Vectors in Gemma4-31B

The phone vibrated in Maya’s hand. Her neighbor, Mrs. Rodriguez, wanted to talk about her yard. A flush crept up Maya’s neck as she answered. “Yes, Mrs. Rodriguez?”

“I was wondering…” Mrs. Rodriguez's voice crackled through the speaker. “If you might consider letting me use a small section of your yard for a flower garden.”

A quiet squeal escaped Maya’s lips. She felt a lightness in her chest. The thought of vibrant blooms next to her neatly trimmed lawn filled her with excitement. "Oh, yes! Of course! Any part you'd like."

Emotion: hopeful

Cluster: Positive / Joy

PC1 (Valence): 3.68 Positive

PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386